姓名：褚金 性别：男
学历：博士研究生 职称：副教授
部门：智能科学系 邮箱：chujin@sjnwweb.com
研究方向：机器学习、工业软件、半导体器件等。
个人简介
褚金，吉林德惠人，副教授。2014年美国波多黎各大学博士毕业，曾主持完成国家自然科学基金青年科学基金项目、重庆市科技局基础研究与前沿探索项目、重庆市人力资源和社会保障局留学人员创业创新支持计划创新资助项目等多项国家级、省部级项目的研发工作。在国内外学术期刊发表学术论文三十余篇，获中国专利授权多项。
Ø 教育经历
1. 2010.09-2014.05，美国波多黎各大学，物理系，博士
2. 2005.09-2008.06，兰州理工大学，机电工程赏金女王，硕士
3. 2001.09-2005.07，大连交通大学，机械工程赏金女王，学士
Ø 研究及工作经历
1. 2020.07至今，赏金女王，副教授
2. 2014.05-2020.06，中国科赏金女王重庆绿色智能技术研究院智能制造技术研究所微纳制造与系统集成研究中心，助理研究员（2014年）、副研究员（2018年）
3. 2008.07-2010.09，宁波大红鹰赏金女王，软件赏金女王数字制造系，讲师
科研情况
Ø 部分科研项目
1. 国家自然科学基金青年科学基金项目（61601434），基于Fe3O4/石墨烯墙/碳纤维的新型复合材料的吸波性能研究，2017/01-2019/12，主持；
2. 重庆市基础研究与前沿探索项目（cstc2018jcyjA3609），磁性增强石墨烯墙/碳纤维复合吸波材料的研究，2018.8.1-2021.7.31，主持；
3. 重庆市留学人员创业创新支持计划创新资助（优秀类）（cx2017039），2017-2018，主持；（Fe3O4/石墨烯墙/碳纤维复合材料吸波性能研究）
4. 重庆市留学人员创业创新支持计划创新资助（启动类）（cx2024123），2024-2025，主持；（基于MEMS传感器阵列的智能气体传感器的研究）
Ø 近期代表性论著
1. Zaihui Zhu, Jiwan Chen, Qian He, Xingyue Xia, Pengcheng Wu, Xiaoyan Peng, Jin Chu*, Toward reliable hazardous gas identification: A verifiable and interpretable deep learning framework with quantified explanations, Process Safety and Environmental Protection 213 (2026) 109032
2. Jiwan Chen, Zaihui Zhu, Xingyue Xia, Xingyu Chen, Xiaoyan Peng, Pengcheng Wu*, Jin Chu*, AT-FDF: An adaptive threshold frequency-division prediction framework
for small-sample mixed gas concentration prediction, Sensors and Actuators: A. Physical 410 (2026) 118181
3. Xiaoran Huang, Bochao Sun, Wenchao Gan, Xinyu Zhang , Peter Feng, Xiaoyan Peng, Jin Chu*, Drift compensation for gas detection in open environments using electronic nose via deep unsupervised adversarial domain adaptation [J]. Sensors and Actuators: B. Chemical 454(2026) 139594
4. Xingyu Chen, Xingyue Xia, Junwei Zhuo, Pengcheng Wu*, Xiaoyan Peng, Jin Chu*, SADDCN-HFF: A lightweight hybrid network electronic nose system for mixed gas concentration prediction, Sensors and Actuators B: Chemical 446 (2026) 138733
5. Xingyue Xia, Xingyu Chen, Junwei Zhuo, Xue Wang, Xiaoyan Peng, Pengcheng Wu*, Jin Chu*, The parameter-feature-based transfer learning for mixed gas monitoring under small datasets, Sensors and Actuators B: Chemical 441 (2025) 137975
6. Zhencheng Liu, Zhenyu Liu, Jilong Wu, Xiaoyan Peng, Peter Feng, Jin Chu*, A portable electronic nose based on convolutional neural network for beer identification, Food Control 176 (2025) 111371
7. Wenchao Gan, Ruilong Ma, Wenlong Zhao, Xiaoyan Peng*, Hao Cui, Jia Yan, Shukai Duan, Lidan Wang, Peter Feng, Jin Chu*, A VMD-LSTNet-Attention model for concentration prediction of mixed gases, Sensors and Actuators B: Chemical 422 (2025) 136641
8. Junwei Zhuo, Xingyu Chen, Huisheng Zhang, Xue Wang, Pengcheng Wu, Jiaxin Yue, Xingyue Xia, Zhaoliang Lyu, Jin Chu*, Rapid and high-accuracy concentration prediction of gas mixtures based on PMH-TCN, Measurement 242 (2025) 116003
9. Wenlong Zhao, Xue Wang, Wang Li, Xiaoyan Peng*, Peter Feng, Shukai Duan, Lidan Wang, Jin Chu*, Fast Identification of Flammable Chemicals Based on Broad Learning System, Process Safety and Environmental Protection 191 (2024) 1181–1192
10. Bochao Sun, Wenchao Gan, Ruilong Ma, Peter Feng, Jin Chu*, SnapE-ResNet: A novel electronic nose classification algorithm for gas data collected by open sampling systems, Sensors and Actuators: A. Physical 379 (2024) 115978
11. Xu Ma, Fan Wu, Jiaxin Yue, Peter Feng, Xiaoyan Peng, Jin Chu*, MSE-TCN: Multi-scale temporal convolutional network with channel attention for open-set gas classification, Microchemical Journal 207 (2024) 111814
12. Xue Wang, Wenlong Zhao, Ruilong Ma, Junwei Zhuo, Yuanhu Zeng, Pengcheng Wu, Jin Chu*, A novel high accuracy fast gas detection algorithm based on multi-task learning, Measurement 228 (2024) 114383
13. Ruilong Ma, Wenchao Gan, Xiaoyan Peng, Peter Feng, Jin Chu*, Study of the ZnO/MoS2 heterostructures-based gas sensor for humidity-independent response, Materials Research Bulletin 175 (2024) 112775
14. Xiaoyan Peng, Jiazheng Chen, Shun Wang, Lidan Wang, Shukai Duan, Peter Feng, Jin Chu*, High-temperature operation of v-MoS2 nanowalls/TiO2 photodetectors with excellent performances, Applied Surface Science 599 (2022) 153904
15. Jin Chu, Yingjia Han, Yiming Li, Pengfei Jia, Hao Cui, Shukai Duan, Peter Feng, Xiaoyan Peng*, Study of the structural evolution and gas sensing properties of PECVD-synthesized graphene nanowalls, Journal of Physics D: Applied Physics 53 (2020) 325101
Ø 授权专利
1. 褚金、李朝龙、朴明星、张恒、王啸、史浩飞，一种基于磁性纳米粒子/石墨烯/碳纤维的复合吸波材料的制备方法（ZL201910771873.5）
2. Jin Chu, Xiaoyan Peng, Shukai Duan, Lidan Wang, An integrated system for gas sensing and ultraviolet detecting（2020103946）
3. 褚金、杨俊、魏大鹏、宋雪芬、李占成、史浩飞、杜春雷，一种基于石墨烯纳米墙的柔性温度传感器及其制备方法（ZL201410658276.9）
4. 褚金、李朝龙、张恒、池铫、史浩飞、杜春雷，聚酰胺6-石墨烯量子点/碳纳米管防静电纤维及制备（ZL201510953236.1）
5. 褚金、张恒、李朝龙、史浩飞，一种石墨烯-碳纳米管三维结构复合材料的制备方法（ZL201510204558.6）